Gut microbial co-abundance networks show specificity in inflammatory bowel disease and obesity

被引:110
作者
Chen, Lianmin [1 ,2 ]
Collij, Valerie [1 ,3 ]
Jaeger, Martin [4 ,5 ]
van den Munckhof, Inge C. L. [4 ,5 ]
Vila, Arnau Vich [1 ,3 ]
Kurilshikov, Alexander [1 ]
Gacesa, Ranko [1 ,3 ]
Sinha, Trishla [1 ]
Oosting, Marije [4 ,5 ]
Joosten, Leo A. B. [4 ,5 ,6 ]
Rutten, Joost H. W. [4 ,5 ]
Riksen, Niels P. [4 ,5 ]
Xavier, Ramnik J. [7 ,8 ,9 ,10 ,11 ,12 ]
Kuipers, Folkert [2 ,13 ]
Wijmenga, Cisca [1 ,14 ]
Zhernakova, Alexandra [1 ]
Netea, Mihai G. [4 ,5 ,15 ,16 ]
Weersma, Rinse K. [3 ]
Fu, Jingyuan [1 ,2 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Dept Genet, Groningen, Netherlands
[2] Univ Groningen, Univ Med Ctr Groningen, Dept Pediat, Groningen, Netherlands
[3] Univ Groningen, Univ Med Ctr Groningen, Dept Gastroenterol & Hepatol, Groningen, Netherlands
[4] Radboud Univ Nijmegen, Med Ctr, Dept Internal Med, Nijmegen, Netherlands
[5] Radboud Univ Nijmegen, Med Ctr, Radboud Inst Mol Life Sci, Nijmegen, Netherlands
[6] Iuliu Hatieganu Univ Med & Pharm, Dept Med Genet, Cluj Napoca, Romania
[7] Massachusetts Gen Hosp, Ctr Computat & Integrat Biol, Boston, MA 02114 USA
[8] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[9] Massachusetts Gen Hosp, Gastrointestinal Unit, Boston, MA 02114 USA
[10] Massachusetts Gen Hosp, Ctr Study Inflammatory Bowel Dis, Boston, MA 02114 USA
[11] Harvard Med Sch, Boston, MA 02115 USA
[12] MIT, Ctr Microbiome Informat & Therapeut, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[13] Univ Groningen, Univ Med Ctr Groningen, Dept Lab Med, Groningen, Netherlands
[14] Univ Groningen, Groningen, Netherlands
[15] Univ Bonn, Life & Med Sci Inst, Dept Genom & Immunoregulat, D-53115 Bonn, Germany
[16] Craiova Univ Med & Pharm, Human Genom Lab, Craiova, Romania
基金
欧洲研究理事会;
关键词
METABOLIC PATHWAYS; OXIDATIVE STRESS; METACYC DATABASE; ACTINOMYCES; BACTERIA; ASSOCIATIONS; DYNAMICS; HEALTH; HOST;
D O I
10.1038/s41467-020-17840-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The gut microbiome is an ecosystem that involves complex interactions. Currently, our knowledge about the role of the gut microbiome in health and disease relies mainly on differential microbial abundance, and little is known about the role of microbial interactions in the context of human disease. Here, we construct and compare microbial co-abundance networks using 2,379 metagenomes from four human cohorts: an inflammatory bowel disease (IBD) cohort, an obese cohort and two population-based cohorts. We find that the strengths of 38.6% of species co-abundances and 64.3% of pathway co-abundances vary significantly between cohorts, with 113 species and 1,050 pathway co-abundances showing IBD-specific effects and 281 pathway co-abundances showing obesity-specific effects. We can also replicate these IBD microbial co-abundances in longitudinal data from the IBD cohort of the integrative human microbiome (iHMP-IBD) project. Our study identifies several key species and pathways in IBD and obesity and provides evidence that altered microbial abundances in disease can influence their co-abundance relationship, which expands our current knowledge regarding microbial dysbiosis in disease. Gut microbiome alterations have been linked to inflammatory bowel disease (IBD) and obesity. Here, the authors characterize the metagenomes of four large human cohorts and perform co-abundance network analysis showing that dysbiosis in disease is marked by the altered co-abundance relationships, suggesting that pathway coabundance networks are more heterogeneous than species network.
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页数:12
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共 88 条
[1]   Correlation Between Intraluminal Oxygen Gradient and Radial Partitioning of Intestinal Microbiota [J].
Albenberg, Lindsey ;
Esipova, Tatiana V. ;
Judge, Colleen P. ;
Bittinger, Kyle ;
Chen, Jun ;
Laughlin, Alice ;
Grunberg, Stephanie ;
Baldassano, Robert N. ;
Lewis, James D. ;
Li, Hongzhe ;
Thom, Stephen R. ;
Bushman, Frederic D. ;
Vinogradov, Sergei A. ;
Wu, Gary D. .
GASTROENTEROLOGY, 2014, 147 (05) :1055-+
[2]   Reply to 'Can we predict microbial keystones?' [J].
Banerjee, Samiran ;
Schlaeppi, Klaus ;
van der Heijden, Marcel G. A. .
NATURE REVIEWS MICROBIOLOGY, 2019, 17 (03) :194-194
[3]   Keystone taxa as drivers of microbiome structure and functioning [J].
Banerjee, Samiran ;
Schlaeppi, Klaus ;
van der Heijden, Marcel G. A. .
NATURE REVIEWS MICROBIOLOGY, 2018, 16 (09) :567-576
[4]   Features and performance of some outlier detection methods [J].
Barbato, G. ;
Barini, E. M. ;
Genta, G. ;
Levi, R. .
JOURNAL OF APPLIED STATISTICS, 2011, 38 (10) :2133-2149
[5]   UniProt: a hub for protein information [J].
Bateman, Alex ;
Martin, Maria Jesus ;
O'Donovan, Claire ;
Magrane, Michele ;
Apweiler, Rolf ;
Alpi, Emanuele ;
Antunes, Ricardo ;
Arganiska, Joanna ;
Bely, Benoit ;
Bingley, Mark ;
Bonilla, Carlos ;
Britto, Ramona ;
Bursteinas, Borisas ;
Chavali, Gayatri ;
Cibrian-Uhalte, Elena ;
Da Silva, Alan ;
De Giorgi, Maurizio ;
Dogan, Tunca ;
Fazzini, Francesco ;
Gane, Paul ;
Cas-tro, Leyla Garcia ;
Garmiri, Penelope ;
Hatton-Ellis, Emma ;
Hieta, Reija ;
Huntley, Rachael ;
Legge, Duncan ;
Liu, Wudong ;
Luo, Jie ;
MacDougall, Alistair ;
Mutowo, Prudence ;
Nightin-gale, Andrew ;
Orchard, Sandra ;
Pichler, Klemens ;
Poggioli, Diego ;
Pundir, Sangya ;
Pureza, Luis ;
Qi, Guoying ;
Rosanoff, Steven ;
Saidi, Rabie ;
Sawford, Tony ;
Shypitsyna, Aleksandra ;
Turner, Edward ;
Volynkin, Vladimir ;
Wardell, Tony ;
Watkins, Xavier ;
Zellner, Hermann ;
Cowley, Andrew ;
Figueira, Luis ;
Li, Weizhong ;
McWilliam, Hamish .
NUCLEIC ACIDS RESEARCH, 2015, 43 (D1) :D204-D212
[6]   Interactions between the microbiota and pathogenic bacteria in the gut [J].
Baumler, Andreas J. ;
Sperandio, Vanessa .
NATURE, 2016, 535 (7610) :85-93
[7]   Deciphering microbial interactions and detecting keystone species with co-occurrence networks [J].
Berry, David ;
Widder, Stefanie .
FRONTIERS IN MICROBIOLOGY, 2014, 5
[8]   Gut Microbiota and Extreme Longevity [J].
Biagi, Elena ;
Franceschi, Claudio ;
Rampelli, Simone ;
Severgnini, Marco ;
Ostan, Rita ;
Turroni, Silvia ;
Consolandi, Clarissa ;
Quercia, Sara ;
Scurti, Maria ;
Monti, Daniela ;
Capri, Miriam ;
Brigidi, Patrizia ;
Candela, Marco .
CURRENT BIOLOGY, 2016, 26 (11) :1480-1485
[9]   Role of the Gut Microbiome in the Pathogenesis of Obesity and Obesity-Related Metabolic Dysfunction [J].
Bouter, Kristien E. ;
van Raalte, Daniel H. ;
Groen, Albert K. ;
Nieuwdorp, Max .
GASTROENTEROLOGY, 2017, 152 (07) :1671-1678
[10]   Folic Acid Supplementation May Reduce Colorectal Cancer Risk in Patients With Inflammatory Bowel Disease [J].
Burr, Nick E. ;
Hull, Mark A. ;
Subramanian, Venkataraman .
JOURNAL OF CLINICAL GASTROENTEROLOGY, 2017, 51 (03) :247-253